{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/masadcv/FastGeodis/blob/master/samples/demoGSF2d_SmoothingSegExample.ipynb)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "!pip install FastGeodis wget -q"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "Ekg_DK-EWAo5"
      },
      "outputs": [],
      "source": [
        "# import relevant libraries\n",
        "import os\n",
        "from functools import wraps\n",
        "from time import time\n",
        "\n",
        "import FastGeodis\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import torch\n",
        "import wget\n",
        "from PIL import Image\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "brain.png\t     image3d_dis1.nii.gz  image3d_sub.nii.gz  ISIC_546.jpg\n",
            "brain_seg_noisy.png  image3d_dis2.nii.gz  img2d.png\n",
            "brain_seg.png\t     image3d_dis3.nii.gz  img3d.nii.gz\n"
          ]
        }
      ],
      "source": [
        "# read images from local path or download from github repo (for colab)\n",
        "image_path = \"../data/brain.png\"\n",
        "mask_path = \"../data/brain_seg_noisy.png\"\n",
        "gtseg_path = \"../data/brain_seg.png\"\n",
        "\n",
        "if not os.path.exists(os.path.dirname(image_path)):\n",
        "    os.makedirs(os.path.dirname(image_path), exist_ok=True)\n",
        "\n",
        "wget.download(\"https://raw.githubusercontent.com/masadcv/FastGeodis/master/data/brain.png\", image_path) if not os.path.exists(image_path) else None\n",
        "wget.download(\"https://raw.githubusercontent.com/masadcv/FastGeodis/master/data/brain_seg_noisy.png\", mask_path) if not os.path.exists(mask_path) else None\n",
        "wget.download(\"https://raw.githubusercontent.com/masadcv/FastGeodis/master/data/brain_seg.png\", gtseg_path) if not os.path.exists(gtseg_path) else None\n",
        "\n",
        "! ls ../data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "tjLwxMsofvcA"
      },
      "outputs": [],
      "source": [
        "# define utility function for visualising images\n",
        "def imshow_multi(data, cmap=\"jet\", title=None):\n",
        "    N = len(data)\n",
        "    fig, axs = plt.subplots(1, N, figsize=(12, 4), constrained_layout=True)\n",
        "\n",
        "    if title != None:\n",
        "        fig.suptitle(title, fontsize=16)\n",
        "\n",
        "    for ax, d in zip(axs, data):\n",
        "        ax.imshow(d, cmap=cmap)\n",
        "        ax.axis(\"off\")\n",
        "\n",
        "\n",
        "# define another utility function to get timing for GSF computation\n",
        "def timing(f):\n",
        "    @wraps(f)\n",
        "    def wrap(*args, **kw):\n",
        "        ts = time()\n",
        "        result = f(*args, **kw)\n",
        "        te = time()\n",
        "        print(\"func:%r took: %2.4f sec\" % (f.__name__, te - ts))\n",
        "        return result\n",
        "\n",
        "    return wrap\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "yerzcXl9YFZC"
      },
      "outputs": [],
      "source": [
        "# define GSF from FastGeodis C++ src\n",
        "@timing\n",
        "def fastgeodis_GSF2d(I, S, theta, v, lamda, iter):\n",
        "    return FastGeodis.GSF2d(I, S, theta=theta, v=v, lamb=lamda, iter=iter)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "HlP5hutImC9N"
      },
      "outputs": [],
      "source": [
        "# Loading relevant data and device to use\n",
        "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
        "if device == \"cpu\":\n",
        "    print(\"Warning: using cpu as no cuda device is not accessible\")\n",
        "\n",
        "# define a scale to make image bigger for showcasing execution load\n",
        "scale = 4\n",
        "\n",
        "# read data\n",
        "# image can be arbitrary range, better to normalise if possible\n",
        "image_pil = Image.open(image_path).convert(\"L\")\n",
        "image_np = np.asarray(\n",
        "    image_pil.resize([int(scale * s) for s in image_pil.size]), np.float32\n",
        ")\n",
        "\n",
        "# load original segmentation only as a reference, this is not used in any optimisation below\n",
        "original_seg_pil = Image.open(gtseg_path).convert(\"L\")\n",
        "original_seg = (\n",
        "    np.asarray(\n",
        "        original_seg_pil.resize([int(scale * s) for s in original_seg_pil.size]),\n",
        "        np.float32,\n",
        "    )\n",
        "    / 255\n",
        ")\n",
        "\n",
        "# mask needs to be in range [0, 1]\n",
        "mask_pil = Image.open(mask_path).convert(\"L\")\n",
        "mask_np = (\n",
        "    np.asarray(mask_pil.resize([int(scale * s) for s in mask_pil.size]), np.float32)\n",
        "    / 255\n",
        ")\n",
        "\n",
        "# load data onto GPU and in pytorch friendly format e.g. [B, C, H, W] in this case B=C=1\n",
        "image_torch = torch.from_numpy(image_np).unsqueeze_(0).unsqueeze_(0).to(device)\n",
        "mask_torch = torch.from_numpy(mask_np).unsqueeze_(0).unsqueeze_(0).to(device)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "UGTh_7GahDEt",
        "outputId": "c5e0c805-1fba-4d7c-a872-bc535dda7211"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x288 with 3 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# visualise data before attempting to filter\n",
        "imshow_multi([image_np, mask_np, original_seg])\n",
        "\n",
        "# it can be seen in figure below that the segmentation mask has a lot of missing segmentations as compared to original mask\n",
        "# original mask is only shown here as a reference, it is not used in any computation below\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "4zjJbcIPqma7",
        "outputId": "c03c84ee-0441-4453-a7f7-07269d167823"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "image resolution: (1252, 1292)\n",
            "\n",
            "on cuda:\n"
          ]
        },
        {
          "ename": "TypeError",
          "evalue": "fastgeodis_GSF2d() missing 1 required positional argument: 'iter'",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m/tmp/ipykernel_33669/4066378897.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     26\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"\\non cuda:\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     27\u001b[0m filtered_mask = np.squeeze(\n\u001b[0;32m---> 28\u001b[0;31m     \u001b[0mfastgeodis_GSF2d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage_torch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmask_torch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtheta\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtheta\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlamda\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlamda\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     29\u001b[0m )\n\u001b[1;32m     30\u001b[0m \u001b[0mfiltered_mask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mfiltered_mask\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfloat32\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/tmp/ipykernel_33669/3061550747.py\u001b[0m in \u001b[0;36mwrap\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m     17\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mwrap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m         \u001b[0mts\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 19\u001b[0;31m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     20\u001b[0m         \u001b[0mte\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"func:%r took: %2.4f sec\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mte\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mTypeError\u001b[0m: fastgeodis_GSF2d() missing 1 required positional argument: 'iter'"
          ]
        }
      ],
      "source": [
        "# apply GSF filtering to our data\n",
        "# For more info on the hyperparameters mentioned here, please have a look\n",
        "# at the Geos paper - especially the details of GSF filtering:\n",
        "\n",
        "# Criminisi, Antonio, Toby Sharp, and Andrew Blake.\n",
        "# \"Geos: Geodesic image segmentation.\" ECCV, 2008.\n",
        "\n",
        "# define whether we want to use geodesic distances for GSF\n",
        "# lamda: 1.0 geodesic (recommended)\n",
        "# lamda: 0.0 euclidean\n",
        "# lamda: 0.5 mixture of geodesic/euclidean (may also work well)\n",
        "\n",
        "lamda = 1.0\n",
        "\n",
        "# v is a hyper parameter that establishes relationship between unary and spatial distances\n",
        "v = 1000\n",
        "\n",
        "# theta corresponds to the size of dilation/erosion operation\n",
        "# it could be understood as maximum size of artefacts that need to be removed (in image/volume dimensions)\n",
        "# setting theta=0 has no smoothing/artefact removal\n",
        "#         theta > 0 will start smoothing/artefact removal\n",
        "theta = 0  # no smoothing\n",
        "\n",
        "print(\"\\nimage resolution: {}\".format(image_np.shape))\n",
        "# on cuda\n",
        "print(\"\\non cuda:\")\n",
        "filtered_mask = np.squeeze(\n",
        "    fastgeodis_GSF2d(image_torch, mask_torch, theta=theta, v=v, lamda=lamda).cpu().numpy()\n",
        ")\n",
        "filtered_mask = (filtered_mask > 0).astype(np.float32)\n",
        "imshow_multi([image_np, filtered_mask])\n",
        "\n",
        "# on cpu\n",
        "print(\"\\non cpu:\")\n",
        "filtered_mask_cpu = np.squeeze(\n",
        "    fastgeodis_GSF2d(image_torch.to(\"cpu\"), mask_torch.to(\"cpu\"), theta=theta, v=v, lamda=lamda)\n",
        "    .cpu()\n",
        "    .numpy()\n",
        ")\n",
        "filtered_mask_cpu = (filtered_mask_cpu > 0).astype(np.float32)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "x6pA5w9eiBrf",
        "outputId": "0d25438c-35c8-4454-d8cf-214a2ac9da98"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "image resolution: (1252, 1292)\n",
            "\n",
            "on cuda:\n",
            "func:'GSF2d' took: 0.1108 sec\n",
            "\n",
            "on cpu:\n",
            "func:'GSF2d' took: 0.4945 sec\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "theta = 4  # very small amount of smoothing\n",
        "\n",
        "print(\"\\nimage resolution: {}\".format(image_np.shape))\n",
        "# on cuda\n",
        "print(\"\\non cuda:\")\n",
        "filtered_mask = np.squeeze(\n",
        "    fastgeodis_GSF2d(image_torch, mask_torch, theta=theta, v=v, lamda=lamda).cpu().numpy()\n",
        ")\n",
        "filtered_mask = (filtered_mask > 0).astype(np.float32)\n",
        "\n",
        "imshow_multi([image_np, filtered_mask])\n",
        "\n",
        "# on cpu\n",
        "print(\"\\non cpu:\")\n",
        "filtered_mask_cpu = np.squeeze(\n",
        "    fastgeodis_GSF2d(image_torch.to(\"cpu\"), mask_torch.to(\"cpu\"), theta=theta, v=v, lamda=lamda)\n",
        "    .cpu()\n",
        "    .numpy()\n",
        ")\n",
        "filtered_mask_cpu = (filtered_mask_cpu > 0).astype(np.float32)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "pYzFh_RkiRAX",
        "outputId": "fe48fe69-e6a1-4f05-e9ad-c864676f510b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "image resolution: (1252, 1292)\n",
            "\n",
            "on cuda:\n",
            "func:'GSF2d' took: 0.1124 sec\n",
            "\n",
            "on cpu:\n",
            "func:'GSF2d' took: 0.4980 sec\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "theta = 8  # large amount of smoothing\n",
        "\n",
        "print(\"\\nimage resolution: {}\".format(image_np.shape))\n",
        "# on cuda\n",
        "print(\"\\non cuda:\")\n",
        "filtered_mask = np.squeeze(\n",
        "    fastgeodis_GSF2d(image_torch, mask_torch, theta=theta, v=v, lamda=lamda).cpu().numpy()\n",
        ")\n",
        "filtered_mask = (filtered_mask > 0).astype(np.float32)\n",
        "\n",
        "imshow_multi([image_np, filtered_mask])\n",
        "\n",
        "# on cpu\n",
        "print(\"\\non cpu:\")\n",
        "filtered_mask_cpu = np.squeeze(\n",
        "    fastgeodis_GSF2d(image_torch.to(\"cpu\"), mask_torch.to(\"cpu\"), theta=theta, v=v, lamda=lamda)\n",
        "    .cpu()\n",
        "    .numpy()\n",
        ")\n",
        "filtered_mask_cpu = (filtered_mask_cpu > 0).astype(np.float32)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "tCO0X29miX_n",
        "outputId": "c2d7f554-62eb-46e6-e006-8f866585db7e"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "image resolution: (1252, 1292)\n",
            "\n",
            "on cuda:\n",
            "func:'GSF2d' took: 0.1068 sec\n",
            "\n",
            "on cpu:\n",
            "func:'GSF2d' took: 0.5476 sec\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "theta = 25  # even bigger amount of smoothing\n",
        "\n",
        "print(\"\\nimage resolution: {}\".format(image_np.shape))\n",
        "# on cuda\n",
        "print(\"\\non cuda:\")\n",
        "filtered_mask = np.squeeze(\n",
        "    fastgeodis_GSF2d(image_torch, mask_torch, theta=theta, v=v, lamda=lamda).cpu().numpy()\n",
        ")\n",
        "filtered_mask = (filtered_mask > 0).astype(np.float32)\n",
        "\n",
        "imshow_multi([image_np, filtered_mask])\n",
        "\n",
        "# on cpu\n",
        "print(\"\\non cpu:\")\n",
        "filtered_mask_cpu = np.squeeze(\n",
        "    fastgeodis_GSF2d(image_torch.to(\"cpu\"), mask_torch.to(\"cpu\"), theta=theta, v=v, lamda=lamda)\n",
        "    .cpu()\n",
        "    .numpy()\n",
        ")\n",
        "filtered_mask_cpu = (filtered_mask_cpu > 0).astype(np.float32)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "xlybFtb6icAJ",
        "outputId": "358efeaa-3c6a-49f2-9978-483e3f2cb0d6"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x288 with 3 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# now we can compare the last result with original segmentation\n",
        "imshow_multi([filtered_mask, original_seg, abs(original_seg - filtered_mask)])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Comparison of Geodesic Symmetric C++ Implementation vs Python Implementation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# define Geodesic Symmetric Filtering function in python using FastGeodis\n",
        "def getDs(_I, _M, v, lamda):\n",
        "    D_M = FastGeodis.generalised_geodesic2d(_I, _M, v=v, lamb=lamda, iter=2)\n",
        "    D_Mb = FastGeodis.generalised_geodesic2d(_I, 1 - _M, v=v, lamb=lamda, iter=2)\n",
        "    Ds_M = D_M - D_Mb\n",
        "    return Ds_M\n",
        "\n",
        "\n",
        "@timing\n",
        "def GSF2d(_I, _M, theta=10, v=1000, lamda=1.0):\n",
        "    Ds_M = getDs(_I, _M, v=v, lamda=lamda)\n",
        "\n",
        "    Md = (Ds_M > theta).type(Ds_M.dtype)\n",
        "    Me = (Ds_M > -theta).type(Ds_M.dtype)\n",
        "\n",
        "    # imshow_multi([np.squeeze(Md.cpu().numpy()), np.squeeze(Me.cpu().numpy())])\n",
        "\n",
        "    Dd_Md = -getDs(_I, 1 - Md, v=v, lamda=lamda)\n",
        "    De_Me = getDs(_I, Me, v=v, lamda=lamda)\n",
        "    return Dd_Md + De_Me"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "image resolution: (1252, 1292)\n",
            "\n",
            "on cuda:\n",
            "func:'GSF2d' took: 0.1258 sec\n",
            "func:'fastgeodis_GSF2d' took: 0.1127 sec\n",
            "SUCCESS: both outputs match\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Comparing GSF2d C++ vs GSF2d Python\n",
        "\n",
        "print(\"\\nimage resolution: {}\".format(image_np.shape))\n",
        "# on cuda\n",
        "print(\"\\non cuda:\")\n",
        "filtered_mask_ = np.squeeze(\n",
        "    GSF2d(image_torch, mask_torch, theta=theta, v=v, lamda=lamda).cpu().numpy()\n",
        ")\n",
        "filtered_mask = (filtered_mask_ > 0).astype(np.float32)\n",
        "imshow_multi([image_np, filtered_mask])\n",
        "\n",
        "# comparing GSF2d C++ vs GSF2d python\n",
        "filtered_mask2_ = np.squeeze(\n",
        "    fastgeodis_GSF2d(image_torch, mask_torch, theta=theta, v=v, lamda=lamda, iter=2)\n",
        "    .cpu()\n",
        "    .numpy()\n",
        ")\n",
        "filtered_mask2 = (filtered_mask2_ > 0).astype(np.float32)\n",
        "imshow_multi([image_np, filtered_mask2])\n",
        "\n",
        "if np.allclose(filtered_mask_, filtered_mask2_):\n",
        "    print(\"SUCCESS: both outputs match\")\n",
        "else:\n",
        "    print(\"FAILED: both outputs do not match\")\n"
      ]
    }
  ],
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